mlpack::amf::SVDCompleteIncrementalLearning< arma::sp_mat > Class Template Reference

TODO : Merge this template specialized function for sparse matrix using common row_col_iterator. More...

Public Member Functions
	SVDCompleteIncrementalLearning (double u=0.01, double kw=0, double kh=0)
	~SVDCompleteIncrementalLearning ()
void	HUpdate (const arma::sp_mat &V, const arma::mat &W, arma::mat &H)
	The update rule for the encoding matrix H. More...
void	Initialize (const arma::sp_mat &dataset, const size_t rank)
void	WUpdate (const arma::sp_mat &V, arma::mat &W, const arma::mat &H)
	The update rule for the basis matrix W. More...

Private Attributes
arma::sp_mat	dummy
bool	isStart
arma::sp_mat::const_iterator *	it
double	kh
double	kw
size_t	m
size_t	n
double	u

Detailed Description

template<>
class mlpack::amf::SVDCompleteIncrementalLearning< arma::sp_mat >

TODO : Merge this template specialized function for sparse matrix using common row_col_iterator.

template specialiazed functions for sparse matrices

Definition at line 169 of file svd_complete_incremental_learning.hpp.

Constructor & Destructor Documentation

mlpack::amf::SVDCompleteIncrementalLearning< arma::sp_mat >::SVDCompleteIncrementalLearning ( double  u = 0.01, double  kw = 0, double  kh = 0  )

inline

Definition at line 172 of file svd_complete_incremental_learning.hpp.

mlpack::amf::SVDCompleteIncrementalLearning< arma::sp_mat >::~SVDCompleteIncrementalLearning ( )

inline

Definition at line 178 of file svd_complete_incremental_learning.hpp.

Member Function Documentation

void mlpack::amf::SVDCompleteIncrementalLearning< arma::sp_mat >::HUpdate ( const arma::sp_mat &  V, const arma::mat &  W, arma::mat &  H  )

inline

The update rule for the encoding matrix H.

The function takes in all the matrices and only changes the value of the H matrix.

Parameters

V	Input matrix to be factorized.
W	Basis matrix.
H	Encoding matrix to be updated.

Definition at line 237 of file svd_complete_incremental_learning.hpp.

References mlpack::amf::SVDCompleteIncrementalLearning< MatType >::currentItemIndex, mlpack::amf::SVDCompleteIncrementalLearning< MatType >::currentUserIndex, mlpack::amf::SVDCompleteIncrementalLearning< MatType >::kh, and mlpack::amf::SVDCompleteIncrementalLearning< MatType >::u.

void mlpack::amf::SVDCompleteIncrementalLearning< arma::sp_mat >::Initialize ( const arma::sp_mat &  dataset, const size_t  rank  )

inline

Definition at line 183 of file svd_complete_incremental_learning.hpp.

void mlpack::amf::SVDCompleteIncrementalLearning< arma::sp_mat >::WUpdate ( const arma::sp_mat &  V, arma::mat &  W, const arma::mat &  H  )

inline

The update rule for the basis matrix W.

The function takes in all the matrices and only changes the value of the W matrix.

Parameters

V	Input matrix to be factorized.
W	Basis matrix to be updated.
H	Encoding matrix.

Definition at line 202 of file svd_complete_incremental_learning.hpp.

References mlpack::amf::SVDCompleteIncrementalLearning< MatType >::currentItemIndex, mlpack::amf::SVDCompleteIncrementalLearning< MatType >::currentUserIndex, mlpack::amf::SVDCompleteIncrementalLearning< MatType >::kw, and mlpack::amf::SVDCompleteIncrementalLearning< MatType >::u.

Member Data Documentation

arma::sp_mat mlpack::amf::SVDCompleteIncrementalLearning< arma::sp_mat >::dummy

private

Definition at line 264 of file svd_complete_incremental_learning.hpp.

bool mlpack::amf::SVDCompleteIncrementalLearning< arma::sp_mat >::isStart

private

Definition at line 267 of file svd_complete_incremental_learning.hpp.

arma::sp_mat::const_iterator* mlpack::amf::SVDCompleteIncrementalLearning< arma::sp_mat >::it

private

Definition at line 265 of file svd_complete_incremental_learning.hpp.

double mlpack::amf::SVDCompleteIncrementalLearning< arma::sp_mat >::kh

private

Definition at line 259 of file svd_complete_incremental_learning.hpp.

double mlpack::amf::SVDCompleteIncrementalLearning< arma::sp_mat >::kw

private

Definition at line 258 of file svd_complete_incremental_learning.hpp.

size_t mlpack::amf::SVDCompleteIncrementalLearning< arma::sp_mat >::m

private

Definition at line 262 of file svd_complete_incremental_learning.hpp.

size_t mlpack::amf::SVDCompleteIncrementalLearning< arma::sp_mat >::n

private

Definition at line 261 of file svd_complete_incremental_learning.hpp.

double mlpack::amf::SVDCompleteIncrementalLearning< arma::sp_mat >::u

private

Definition at line 257 of file svd_complete_incremental_learning.hpp.

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The documentation for this class was generated from the following file:

• src/mlpack/methods/amf/update_rules/svd_complete_incremental_learning.hpp